{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ab193cbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot([1,4,5],[6,8,7])\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bd0c470e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "#x轴\n",
    "x=range(1,8)\n",
    "y=[12,14,16,18,15,12,13]\n",
    "plt.plot(x,y,color='blue',alpha=0.8,linestyle='-',linewidth=3,marker='o',markerfacecolor='blue',markeredgecolor='red',markeredgewidth=5)\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2d509e20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "#设置中文字体\n",
    "from matplotlib import font_manager\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simhei.ttf',size=18)\n",
    "x=range(2,26,2)\n",
    "y=[random.randint(10,17) for i in x]\n",
    "#设置图片大小\n",
    "plt.figure(figsize=(18,8),dpi=80)\n",
    "'''\n",
    "marker为折线的拐点\n",
    "linewidth 线的宽度，\n",
    "markersize 折点的大小 \n",
    "markerfacecolor 折点中心颜色\n",
    "markeredgecolor 折点边缘颜色\n",
    "markeredgewidth 折点边缘宽度\n",
    "\n",
    "'''\n",
    "plt.plot(x,y,marker='o',linewidth=3,markerfacecolor='red',markeredgecolor='green',markeredgewidth=8)\n",
    "#x轴刻度和标签\n",
    "x_ticks_lable=[\"{}:00\".format(i)for i in x]\n",
    "plt.xticks(x,x_ticks_lable,rotation=45)\n",
    "\n",
    "#y轴刻度和标签\n",
    "y_ticks_lable=(\"{}℃\".format(i) for i in range(min(y),max(y)+1))\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_lable)\n",
    "\n",
    "#设置标题\n",
    "plt.title('温度',fontproperties=my_font)\n",
    "plt.xlabel('时间',fontproperties=my_font)\n",
    "plt.ylabel('摄氏度',fontproperties=my_font)\n",
    "\n",
    "\n",
    "#保存到当前的文件夹中\n",
    "plt.savefig('./t1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e7270aea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#折线图 一图多线 \n",
    "# 假设大家在30岁的时候，根据自己的实际情况，统计出来你和你同事各自从11岁到30岁每年交的男/女朋友的数量\n",
    "# 如列表y1和y2，请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "import matplotlib.pyplot as plt\n",
    "#设置中文字体\n",
    "from matplotlib import font_manager\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simhei.ttf',size=18)\n",
    "y1 = [1,0,1,1,2,4,3,4,4,5,6,5,4,3,3,1,1,1,1,1]\n",
    "y2 = [1,0,3,1,2,2,3,4,3,2,1,2,1,1,1,1,1,1,1,1]\n",
    "x=range(11,31)\n",
    "plt.figure(figsize=(18,8),dpi=80)\n",
    "\n",
    "#zorder为突出显示\n",
    "plt.plot(x,y1,linewidth=5,label='你',marker='o',color='blue',zorder=20)\n",
    "plt.plot(x,y2,linewidth=5,label='同事',marker='o',color='red',zorder=2)\n",
    "#设置x轴坐标和刻度\n",
    "x_ticks_label=['{}岁'.format(i) for i in x]\n",
    "plt.xticks(x,x_ticks_label,fontproperties=my_font)\n",
    "#增加辅助线\n",
    "plt.grid(alpha=0.8)\n",
    "\n",
    "\n",
    "plt.legend(prop=my_font,loc='upper right')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ebcd6eb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ddfae658b0>]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x640 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#多个坐标子图\n",
    "import numpy as np\n",
    "\n",
    "x=range(1,100)\n",
    "\n",
    "fig=plt.figure(figsize=(20,8),dpi=80)\n",
    "#将x轴和y轴设置成两行两列 就是四个子图\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x,x)\n",
    "\n",
    "ax2=fig.add_subplot(2,2,2)\n",
    "ax2.plot(x,np.log(x))\n",
    "\n",
    "ax3=fig.add_subplot(2,2,3)\n",
    "ax3.plot(x,np.square(x))\n",
    "ax4=fig.add_subplot(2,2,4)\n",
    "ax4.plot(x,np.cumproduct(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f7b37c89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ddfd138790>]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y=range(-10,11,1)\n",
    "z=np.square(y)\n",
    "#设置x轴和y轴的范围\n",
    "# plt.xlim(-4,28)\n",
    "# plt.ylim(-3,120)\n",
    "\n",
    "plt.xlim(xmin=-4)\n",
    "plt.ylim(0,40)\n",
    "\n",
    "plt.plot(y,z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "04ff2bcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = range(0,14,2) # x轴的位置\n",
    "x = [-3,-2,-1,0,1,2,3]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y,linewidth=5)\n",
    "\n",
    "#设置当前图标的图形\n",
    "ax=plt.gca()\n",
    "\n",
    "#设置图像的包围线\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['left'].set_color('blue')\n",
    "ax.spines['bottom'].set_color('green')\n",
    "\n",
    "# 设置底边的移动范围，移动到y轴的0位置,'data':移动轴的位置到交叉轴的指定坐标\n",
    "ax.spines['bottom'].set_position(('data',0))#设置底边的移动范围\n",
    "ax.spines['left'].set_position(('data',0))#将y轴移动到x=0的位置\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0afa9d74",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\阚其禄\\AppData\\Local\\Temp/ipykernel_7028/1593456952.py:20: RuntimeWarning: divide by zero encountered in log\n",
      "  ax3.plot(x,np.log(x))\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x640 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据要求绘制以下图形\n",
    "# 1. 第一个子图: y=x\n",
    "# 2. 第二个子图: y=x**2\n",
    "# 3. 第三个子图:y = np.log(x)\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig=plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "x=range(100)\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x,x)\n",
    "\n",
    "ax2=fig.add_subplot(2,2,2)\n",
    "ax2.plot(x,np.square(x))\n",
    "ax2.grid(alpha=0.8)\n",
    "\n",
    "ax3=fig.add_subplot(2,2,4)\n",
    "ax3.plot(x,np.log(x))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0797c91e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
